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- ![](https://huggingface.co/spaces/bostongene/Kassandra/resolve/main/images/kassandra_logo.png)
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  # Kassandra: Cell Deconvolution Tool from RNA-seq
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  *Precise reconstruction of the tumor microenvironment using bulk RNA-seq and a unique machine learning-based algorithm trained on artificial transcriptomes*
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  Kassandra is a decision tree machine learning-algorithm trained on a collection of over thousands of RNA profiles from various sorted cell types. Performance was validated on over 4,000 H&E tissue slides and more than 1,000 samples comprising normal and tumor tissues by comparison with cytometric, immunohistochemical or single-cell RNA sequencing measurements of the same tissue.
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- ![](https://huggingface.co/spaces/bostongene/Kassandra/resolve/main/images/visual_abstract.png)
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  ### Data used in model training
 
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+ ![](https://huggingface.co/bostongene/Kassandra-cell-deconvolution/resolve/main/kassandra_logo.png)
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  # Kassandra: Cell Deconvolution Tool from RNA-seq
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  *Precise reconstruction of the tumor microenvironment using bulk RNA-seq and a unique machine learning-based algorithm trained on artificial transcriptomes*
 
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  Kassandra is a decision tree machine learning-algorithm trained on a collection of over thousands of RNA profiles from various sorted cell types. Performance was validated on over 4,000 H&E tissue slides and more than 1,000 samples comprising normal and tumor tissues by comparison with cytometric, immunohistochemical or single-cell RNA sequencing measurements of the same tissue.
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+ ![](https://huggingface.co/bostongene/Kassandra-cell-deconvolution/resolve/main/visual_abstract.png)
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  ### Data used in model training